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近红外光谱法在黑胡椒质量控制中的应用:台式光谱仪与手持式光谱仪性能比较

Near-infrared spectroscopy in quality control of Piper nigrum: A comparison of performance of benchtop and handheld spectrometers.

作者信息

Mayr Sophia, Beć Krzysztof B, Grabska Justyna, Schneckenreiter Elisabeth, Huck Christian W

机构信息

Institute of Analytical Chemistry and Radiochemistry, University of Innsbruck, Innrain 80/82, 6020, Innsbruck, Austria.

Institute of Analytical Chemistry and Radiochemistry, University of Innsbruck, Innrain 80/82, 6020, Innsbruck, Austria.

出版信息

Talanta. 2021 Feb 1;223(Pt 2):121809. doi: 10.1016/j.talanta.2020.121809. Epub 2020 Oct 27.

Abstract

Developing effective ways for controlling the quality of natural products that are sold in high volume worldwide is currently one of the most urgent goals of analytical chemistry. Black pepper (Piper nigrum) is a major spice that constitutes 34% of the global spice market. Black pepper is highly prone to quality variations, arising from alteration of the piperine content. Miniaturized NIR spectroscopy offers a high-throughput, cost-effective and laboratory independent technique for quality control of black pepper. Handheld NIR spectrometers differ in the implemented technology, with impact on their analytical performance and unit cost. In this work, the performance of three miniaturized NIR instruments in quantification of piperine in whole and milled seeds of black pepper was investigated. With HPLC method used as the reference analysis, partial least squares regression (PLSR) models were constructed for NIR spectra while the prediction accuracy with respect to the spectrometer used was monitored through root mean square error of prediction (RMSEP) determined for an independent test set validation. Prediction of piperine content in milled seeds was achieved with a RMSEP of 0.18% using the benchtop spectrometer Büchi NIRFlex N-500; while handheld instruments offered, respectively, 0.22% (microPHAZIR), 0.26% (MicroNIR 2200) and 0.42% (SCiO). In contrast, for the analysis of the whole pepper seeds, only the Büchi NIRFlex N-500 (RMSEP: 0.30%) and the Viavi MicroNIR 2200 (RMSEP: 0.37%) gained reliable results. The performance of Thermo Scientific microPHAZIR was satisfactory (RMSEP: 0.75%). The consumer-aimed spectrometer SCiO (Consumer Physics) was found adequate for milled samples, while the analysis of the whole seeds was unsuccessful. To gain better understanding of the features of PLSR models of piperine content in black pepper, quantum mechanical simulation of NIR absorption bands of piperine was performed. This step enabled elucidating the chemical information relevant to the calibration model, and interpreting the difference in the analytical performance of the compared spectrometers with statistical parameters of the calibration models below acceptable levels.

摘要

开发有效的方法来控制在全球大量销售的天然产品的质量,是目前分析化学最紧迫的目标之一。黑胡椒(Piper nigrum)是一种主要香料,占全球香料市场的34%。黑胡椒极易出现质量差异,这是由胡椒碱含量的变化引起的。小型近红外光谱技术为黑胡椒的质量控制提供了一种高通量、经济高效且独立于实验室的技术。手持式近红外光谱仪在实施技术上存在差异,这会影响其分析性能和单位成本。在这项工作中,研究了三种小型近红外仪器在定量黑胡椒整粒种子和磨碎种子中胡椒碱含量方面的性能。以高效液相色谱法作为参考分析方法,为近红外光谱构建了偏最小二乘回归(PLSR)模型,同时通过为独立测试集验证确定的预测均方根误差(RMSEP)来监测所使用光谱仪的预测准确性。使用台式光谱仪Büchi NIRFlex N - 500对磨碎种子中胡椒碱含量进行预测时,RMSEP为0.18%;而手持式仪器分别为0.22%(microPHAZIR)、0.26%(MicroNIR 2200)和0.42%(SCiO)。相比之下,对于整粒胡椒种子的分析,只有Büchi NIRFlex N - 500(RMSEP:0.30%)和Viavi MicroNIR 2200(RMSEP:0.37%)获得了可靠的结果。赛默飞世尔科技的microPHAZIR性能令人满意(RMSEP:0.75%)。面向消费者的光谱仪SCiO(Consumer Physics)被发现适用于磨碎的样品,而对整粒种子的分析则未成功。为了更好地理解黑胡椒中胡椒碱含量PLSR模型的特征,对胡椒碱的近红外吸收带进行了量子力学模拟。这一步骤有助于阐明与校准模型相关的化学信息,并通过校准模型的统计参数低于可接受水平来解释所比较光谱仪分析性能的差异。

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